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OSS2026-08-15 · source-backed
7,639 stars, +579 today. It drives coding agents over a large repo with configurable thinking levels, parallelization across machines and resumable scans, running a free pattern-based pass first and optional AI review stages after. GitHub The README is unusually blunt about economics: scans "can cost thousands or even tens-of-thousands of dollars for large codebases." No CVE counts or detection benchmarks, so the efficacy claims are unquantified. I'd rather have the honest cost warning than the missing benchmark.
Each link below shares sources, entities, or timing with this story.
Shared entities / Same source / Shared topic / Earlier coverage / Tension
Both cover GitHub, Vercel Labs; cite the same source (GitHub); overlapping topics (cost, deepsec, dollar, scan, thousand).
Vercel Labs released Zero / Shared entity: GitHub / Same source domain / Shared topic / Earlier coverage
Linked by a graph relationship (Vercel Labs released Zero); both cover GitHub; reported by the same outlet (github.com).
Linked by a graph relationship (Vercel Labs released Zero); both cover GitHub; reported by the same outlet (github.com).
Linked by a graph relationship (Vercel Labs released Zero); both cover GitHub; reported by the same outlet (github.com).
Shared entity: GitHub / Same source domain / Shared topic / Earlier coverage / Tension
Both cover GitHub; reported by the same outlet (github.com); overlapping topics (agent, claim, cost, count).
Shared entity: GitHub / Same source domain / Shared topic / Earlier coverage
Both cover GitHub; reported by the same outlet (github.com); overlapping topics (agent, benchmark, blunt, coding, cost).
Shared entity: GitHub / Same source domain / Shared topic / Earlier coverage / Tension
Both cover GitHub; reported by the same outlet (github.com); overlapping topics (agent, claim, dollar).
Both cover GitHub; reported by the same outlet (github.com); overlapping topics (agent, claim, detection).